{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x1927f998510>,\n",
       "  <matplotlib.patches.Wedge at 0x1927f9dec50>,\n",
       "  <matplotlib.patches.Wedge at 0x1927f9e88d0>,\n",
       "  <matplotlib.patches.Wedge at 0x1927f9ea710>],\n",
       " [Text(0.9801071672559598, 0.4993895680663527, '$Frogs$'),\n",
       "  Text(-0.33991877217145816, 1.046162142464278, 'Hogs'),\n",
       "  Text(-0.49938947630209474, -0.9801072140121813, 'Dogs'),\n",
       "  Text(1.0461621822461364, -0.3399186497354948, 'Logs')],\n",
       " [Text(0.5346039094123416, 0.2723943098543742, '15.0%'),\n",
       "  Text(-0.18541023936624987, 0.5706338958896061, '30.0%'),\n",
       "  Text(-0.27239425980114257, -0.5346039349157352, '45.0%'),\n",
       "  Text(0.5706339175888016, -0.18541017258299716, '10.0%')])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n",
    "sizes = [15, 30, 45, 10]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "# 用autopct传入饼图需要的百分比格式\n",
    "ax.pie(sizes, labels=labels, autopct=\"%1.1f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x19214197dd0>,\n",
       "  <matplotlib.patches.Wedge at 0x192141b5410>,\n",
       "  <matplotlib.patches.Wedge at 0x192141b6bd0>,\n",
       "  <matplotlib.patches.Wedge at 0x192141c0410>],\n",
       " [Text(0.5346039094123416, 0.2723943098543742, '$Frogs$'),\n",
       "  Text(-0.18541023936624987, 0.5706338958896061, 'Hogs'),\n",
       "  Text(-0.27239425980114257, -0.5346039349157352, 'Dogs'),\n",
       "  Text(0.5706339175888016, -0.18541017258299716, 'Logs')],\n",
       " [Text(1.1137581446090452, 0.5674881455299462, '15.0%'),\n",
       "  Text(-0.3862713320130206, 1.1888206164366795, '30.0%'),\n",
       "  Text(-0.5674880412523804, -1.113758197741115, '45.0%'),\n",
       "  Text(1.1888206616433368, -0.38627119288124406, '10.0%')])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "labeldistance 和 pctdistance 是半径的比率，\n",
    "因此它们在 0（饼的中心）和 1（饼的边缘）之间变化，可以设置为大于 1，\n",
    "以便将文字放在饼的外面。\n",
    "\"\"\"\n",
    "fig, ax = plt.subplots()\n",
    "ax.pie(sizes, labels=labels, autopct='%1.1f%%',\n",
    "       pctdistance=1.25, labeldistance=.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用explode可以设置扇形从饼图的主体上分离开\n",
    "explode = (0, 0.1, 0, 0)  # only \"explode\" the 2nd slice (i.e. 'Hogs')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "# shadow可以设置饼图的光影效果，startangle设置饼图起始角度的偏移量（沿x轴正方向逆时针旋转）\n",
    "ax.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%',\n",
    "       shadow=True, startangle=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAGFCAYAAAASI+9IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAqPklEQVR4nO3deXxU9b3/8ffMZLJvEBICSSDsiYKELWxWUQOI1VoXvAqoXKFKcQcRubW/wq3aWmlV3Ku9rZQqFLjaarWoWFFwA4Ww7wSSEAhLErJPZvn9EftVLgIJyeRMMq/n45EHMkzO+aQNvHLmzPkem8/n8wkAAEl2qwcAAAQOogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCmg2c+fO1dy5c83v09PTlZeXZ9k8ABqPKAAADKIAADCIAvyqsrJSEydOVHJyssaNG6fi4mJJUkFBgbKzs5WamqopU6YoKytLkrR69WplZGQoKSlJU6dOlc/ns3B6IPgQBTSr+fPnKzk5WcnJycrPz9ejjz6qqKgoFRUVaeTIkbrvvvskSQsWLNDkyZO1adMmrVy5Uhs2bJAkPf7443rwwQdVVFSksLAw5efnW/fFAEEoxOoB0LY88MAD5mRzenq6VqxYoZUrV8pms+muu+5Sjx49JElOp1Mul0t1dXUnHQ2MGDFCL730kqqrq/XQQw8pLS3Nii8DCFocKcDvbDbbSb9KUrdu3fTyyy9r2LBhevLJJ83jc+bM0XPPPaeysjJlZ2dr586dLT4vEMyIAvxq7NixeuGFF+Tz+fT8889r7NixkqRFixZp5cqV2rt3r6699lrz/DFjxkiqj0NmZqa2bNliydxAsOLlI/jVz372Mz366KPq1KmTsrKytHDhQknSZZddpoyMDEVHRystLU2/+tWvNGrUKM2aNUsTJkxQaWmpsrOzTUTOWV21VH5IqjouVR2Tqo5+8+u/P45LtSekkHDJGSE5o775NUJyRn77a3Si1K6b1L6bFNGuGf6XAQKTzcfbO9DCPB6PBgwYoM8//1wRERFasmSJlixZojfeeKNpG66tkA5tlA5ukIo2SEW50tGdks/bHGN/KzxeSugpdTxPSjpf6vjNR2T75t0PYAGOFNDiHA6HcnJy1KdPH3m9XiUlJWnBggWN39ChzdK+Vd9G4Nju5g/A96kplQrX1X8YNim5r9RztNQzR0obKjn464XWhyMFtB6eOinvE2nHP6Wd70qlB6ye6PTCYqVuF0m9volEXKrVEwENQhQQ2Lxeaf8aafMyaevfperjVk90bhIzpL7XSwNvkWI6Wj0NcFpEAYGp4oj0xYvShr9I5UVWT9N87E4p80ppyFQp/UKrpwFOQRQQWI7tkT5dIOUultw1Vk/jX4mZ0pApUv8bpbAYq6cBJBEFBIqCr6Q1T0rb/9EyJ4sDSWi0dMEN0oh76t/yCliIKMBaO9+T1jwt7V9t9STWc4RK2bdLF82SIuKtngZBiijAGsXbpLdnSAc+tXqSwBPRTrp4dv15B4fT6mkQZIgCWparUvro19Lnz0tet9XTBLb2PaTR/11/YhpoIUQBLWfb29I/H5LKWA67UbpeKI19ROo8wOpJEASIAvyvZL/07oPSzn9aPUnrZXNIF94njZrDS0rwK6IA//H5pE+fkf71mOSutnqatqFTlnTty1Jib6snQRtFFOAfteXSG9Ok7W9bPUmb4wuL1bs57+uKIRlWj4I2iPspoPkd2SH9/hKC4CcfJN6q6cv36O7X16uylpP1aF4cKaB5bf2b9OZ0yVVh9SRt0rFOF2lw3h3y+ervYtc9MUrPTxyojORYiydDW0EU0Dy8HmnlvPoL0eAX3shEja39tXZVRpz0eITToRdvHqSLeydaNBnaEl4+QtNVHZcWXUsQ/Mgnm56Iuv+UIEhSdZ1HP3l1nd7eeNCCydDWcKSApjlRJC38Uf0dzuA3uWk36+pd4874HLtN+u+r+2rSsK4tNBXaIqKAc1d6QHr1R1LJPqsnadOqOlygQUWzVO1xNOj5D4zprbsu7eXnqdBW8fIRzs2xPdIfryAIfuYLjdZPKn/a4CBI0vz3duqRt7eKn/dwLogCGq8kT3r1KparaAGvdbhHa0riGv15r6zep1nLNsrjJQxoHKKAxikrrH/J6ESh1ZO0eQdSr9LP9vY9589f9lWB/t/fNjfjRAgGRAENV1EsLbxaKt1v9SRtXl1cN12ff32Tt/OXLw7olU/2NsNECBZEAQ1TVyO9doN0bJfVk7R5PrtTs3WvimubZ+G7x97Zpve2HGqWbaHtIwpomHdmSgfXWz1FUPgw5Q797+GkZtue1yfdu3iDNheWNds20XYRBZzduv+R1i+yeoqTrDng1pWvVemq16u0ttAjSZr9fo2SnijXj16vUnVd/QnWqxdX6dolVZKk/aVerTvosWzmhjiefKGm7h7e7NutrvNoyqtrVVTGarU4M6KAMytYJ7072+opTnK82qepb9Xo4YtCNWWAU+OXVunN7XX6V55befdF66KuDj31uUsl1T45bPU/KZfW+PTP3W4NSA7cb3lvZAfdeOQ/zbpGze3wiVrd9qd1LKKHMwrcvyGwXsURacnNksdl9SQnOVTh1a8vC9Ow1BD9OMOpyjrpbzvcuis7VJFOm24fFKq3d7lV7vIpJsym2DCbjlf7ZLdJDrt//sFtKp9s+l3UDO38nmUsmtO2ohO653VeBsTpEQV8P49bWjpZKg+89XTOS3To6gyn3F6fXljr0tAUhwpPeNUvqf4Cr9gwm45U+hQXZlNZjU+lNT6tPuDWFb1CLJ789DalTdSz+ektsq+V24v1+pcHWmRfaH2IAr7fB7+Q9q+2eoozeuTjWt23okbThzjl9Ulx4d8eBbi9PsWF2xThrI9EaY1PN79RrZ+trLFw4u9X1aGfbtp7eYvu89F/bFNhKecXcCqigFPlrZE+e9bqKc5q7qhwfX17lG77W41iwmw6Ufvt1bu135xPfv26SM0bFaYat9QvyaHV+YF1otkXGqXbq6ar0tOyfxUrat16aPnGc/rcvLw82Ww2RUdHm4+rrrqqmSeEVYgCTuapk/4xw+opzmjXMY+2FNf/435+kkPJ0TYN7uTQFwX1jx0o8yriO68Uvb/XrewUh+LD61cSDSSvd7hHq483fhmL5vDJrqN67YvGv4yUm5ur8847TxUVFebjrbfeOuV5Hk9gBRgNQxRwss+elY5st3qKMyo44dMtb1arwuXT1iMeHa3y6frzQvSbT2v14T63Zr5Xo6v71F/45fL45LRLcWE2lbukQFojLj/1Sv3X3n6WzvDYO9tUUFLVqM/Jzc1VRsap94d++umndc0112j8+PGKjo7We++9J7fbrZ///Ofq3LmzOnTooBkzZpiF+txut2bNmqX4+Hj17NlTL774ovr06SNJ2r59u3JyctS+fXu1a9dO99xzT9O/WDRI4J55Q8srPSCt+o3VU5zVJd1CdFXvEPVcUKGESJtevy5CfTo49JuccD3wXo0yE+36xagwSdJHeR5d2TtE7SNsWpPv1rCUwPiWr4vtquvyx1s9hipq3Zq9fKMWTRkqm61hh1Gni8LGjRu1Zs0aLVu2TEuWLJHH49HMmTOVn5+vLVu2SJIuvvhiLV26VDfccINmzZql3bt3a8+ePaqqqtLw4cM1dOhQSdLEiRM1e/ZsjR8/XuXl5dq1iyvpWwr3U8C3XrtR2vmu1VO0eT67U7Nif6NlhzpaPYrx6DV9NXFow27O07NnTxUVFcnprD8au/zyy7V48WINGTJEkydP1p133ilJKigoUL9+/ZSXl6e4uPqXyGbPrr/m5d5771VmZqZ27Nih5ORkSdJ1112nvn37at68eYqPj9ezzz6rm266SQ5Hw5cNR9Px8hHqbf8HQWghH6X8JKCCIEnzV+xQeU3dWZ9XUVGhvXv3Kjc3V6WlpSotLdXixYvl9Xq1detWXXPNNea5H3/8sYYOHWqCIEnHjx9Xx44dtXLlSmVlZZkg/PvP+vatXxX29ddf14svvqiUlBQ9+OCDcru54K6lEAVIrsqAu2q5rSpJHqnbdo+0eoxTlFTV6aVVZ19NdePGjYqNjVWPHj1Oenz37t2KiYlR586dzWPHjh1TfHy8+X1dXZ1WrFihYcOG6dixYycF4ejRo/ryyy9NFMaNG6fVq1friy++0JIlS/Thhx828StEQxEFSJ8+ww1zWoA3ooNuOuq/ZSya6g+r96m4/MzXceTm5mrAgAGnnH/YuHGj+vfvf9JjgwYN0scff6zCwkKVlpbqjjvuUFZWlkaMGKE+ffqYPzty5Ihuu+02eTwe9erVS8uXL9e+ffV39CspKZHL5frecxjwD6IQ7FyV0hcvWj1Fm+eTTU/G3K/tFZFWj3Ja1XUePbNy9xmfk5ubq4EDB57y+KZNm3TBBRec9NiIESM0bdo0DRgwQD169FBoaKhef/11SfXnIcaNG6eMjAxdeumlGjlypPr166eQkBCtWrVKw4cPV3R0tG699Va98sor6tKlS/N9oTgjTjQHu89flP7JS0f+tiltoq7a9UOrxzir0BC7Pp51iZLjwlt0vw888IDCw8P1yCOPtOh+cSqOFIKZxy199pzVU7R51Ql9dePecVaP0SAut1cvfbzH7/v59NNPVVhYKLfbraVLl+rPf/6zedcSrEUUgtmWN6QyFkbzJ58zSndUt/wyFk2x+Mt8Ha2o9es+vvrqK/Xt21cJCQl65pln9Pbbb6tTp05+3ScahpePgtmLF0qHNlk9RZu2pPNDmr33grM/McDceUkPzRrLyd1g1Hp+fEHz2r2SIPhZQeoPW2UQJGnpugJ5vPy8GIyIQrBa87TVE7Rp7tguuj4AlrE4V8XltVq9+6jVY8ACRCEYHdkh7Vtl9RRtls8eojn2+3SoNtTqUZpk+VcFVo8ACxCFYLRpqdUTtGkfp/xESw8ln/2JAe69rYdUwf2cgw5RCEabllk9QZtVmjyiSctYlHy8UBWbPjC/d5cV68Bvr1X+s5OU/+wklXz0R/k8bhUtnKHjH7wkSaop2CZ3xfEmz/5/1dR59c7GombfLgJbYKwjjJZT+JVUss/qKdokb0SCbjp6mzy+c/tZq2Ljeypf+6baj5luHnMV71P0gCvU/tKp3z52eI/CUjLlOlx/PUFd8V6Fp2Y2bfjTWPZ1gW4YkuaXbSMwcaQQZN49/KVW9vqBapwRVo/S5iyIuV/bmrCMRdWuLxQz8MqTHnMV71VoYreTHvO6qmUPjZRsNnmqT8geEXPO+zybtXnHlX+8cTfhQetGFILMs3lv6z73fl2U3kUzB47TP/uMUlVYtNVjtXpb0m7SUwe6N2kbidc+LJsz7KTH6or3qezT15X/zEQdXvwzeSpLZQ+LlLe2QvL5VL3rC0X2Gtak/Z6Jzye9sb7Qb9tH4CEKQWRP6R4dKK+/grnaXa33SrZolmuvLkrrpHsGXq63Mi/ViQhr7hfcmlUnnK8b9l3R5O18353PQtp1VuK1Dyv1rkVyJqar7POlcnboKlfxPoV1zpCnskRFf35A5evfafL+T+eTXUf8tm0EHqIQRD4u+Ph7H6/11OpfJVv1XzW7dXHnBE0bMEbLz89RSVRCC0/Y+vicUZpWM12Vbv/cHazdqMkKTUyXzWZTdP+xqs3fLJvdoeQJv1ZEt4GSzabo80epcvtqv+xfknILylTr9vht+wgsRCGIfHX4q7M+x+11a03pds2t2qlLOsZqalaOFvcdoyOxrf8tlv6wLPFOrTrWzi/b9nnqVLHlX+b3nsoS6TtHE3XH8uWIbi97eIwk/1197HJ7teFAqd+2j8DCu4+ChM/n04YjGxr1OR6fR1+U7dQXkn7VIVz9u1+qHE+oRhdsUacSbspTmDJOs/Zk+W37NodTZZ8uUUhcspwJKTrxxf8qoscQSao/txAVL5vNJneZ/1/eWZt3XEO7c+QYDIhCkNhXtk9ltWXn/Plen1fry3ZrvaQn4m3q2+Vi5fgiNfrgdnU5GnxvcXXHpun6wv/w+34SLr9LR9+eL19djSJ7j1Ds0OslSTUHNiqy13B5XVUqWTVbMf3H+HWOL/Yd111+3QMCBaukBonlO5dr7mdz/bLt3tFdlOOI0+iiXep5eKdf9hFIfPYQzYl7XIuLgmep5+iwEOX+Yowc9sC8lSiaD0cKQaKxLx01xs6KA9op6flIqVvf4coJaa/Rh/cps2ir3/ZppdUpU7V4V/AEQZIqat3acrBMF6TGWz0K/IwoBIkNxRtaZD/7Kgv1sgr1criUen62ckKTlHMkXxcUbJTNjydDW0pZx2GavPtCq8ewxJf7jhOFIEAUgoDL4zLXJ7SkgqpD+lPVIf3JKXU8b4Bywjor53iRBh5YL7vP2+LzNJU3or0mHJ9yzstYtHabC8/9nBRaD6IQBAoqCuS1+B/hw9VH9Zfqo/qLXUro00+XRqYqp+SIsvd/rRBv61iJ87nY+7Vlf5TVY1imsLTa6hHQAohCEMg/EVhvHz1WW6KltSVaKimuV4Yuieqq0WUlGp63Tk6Py+rxvte2tBv12109rB7DUgdLa6weAS2AKASB/PLAisJ3lblO6E3XJr0pKbpHD10U3U2jy8t1Yd46hdcFxk+mNe0zdf2+H1o9huUOnaiRx+vjHUhtHFEIAoEche+qqKvUOyWb9Y6kiPQuujCmu0ZXVeuifV8pqrbckpl8zkhNr73Lb8tYtCYer0+HTtQoJZ4VdtsyohAEWksUvqvaXa33S7bofUmhqR01Im6EcqrduiRvnWKrW+6E5/8m3akP9/hnGYvW6GBpNVFo44hCECiqbN13z3J5XfqoZJs+khTSOUFDY4cqx+XTpXnr1b7SfzeXP5hyuWbuGeC37bdGhSXVGpJu9RTwJ6IQBCrqKqweodn8e8G+NZIe6RijgbH9leN2KCd/k5LKmi9+7phUjW+BZSxaG96B1PYRhSBQVdc275zl8Xm0tmyX1kr6dftQ9U+/RDm+cI3O36LOJed+XYbP5tD/C7lfhTVhZ39ykDlIFNo8ohAEqtxtMwrf5ZNPG07s0QZJ8+Ol89Iu0mhblEYX7lDXo3sbta1PU6fqtSBbxqKhKmtbxzUlOHdEoY1zeVxyt5KLw5rT1vI8bZX0dIzUq9OFGu2IU07RbvU6vOOMn3ei41DdsvsHLTNkK1Tnbf1LleDMiEIb11ZfOmqMXRUHtEv1C/al9x2mHGeCcg7v1/kHN5/0PG9Ee008PjVol7FoCLen9S1PgsYhCm1cMLx01Bh5lQf1ig7qlTAp5fwhygntqJyjBepfsFHPx96nTUG8jEVDuD0cKbR1RKGNs4mrT0+nsOqwXq06rFdDpOQ+AzR70169853bX+JUISFZkoZYPQb8iCi0ceEh4VaP0Cocqj2i+3t/qJ+HD9AFS3PlcwXmGkxWi0jhBHxbx4unbRxRaJxfdlmv56anydY11epRApOD5T7aOqLQxoU7wnkJqZE+itivqTeWqnT0IKtHCTj2cH7IaOuIQhtns9kU5uAirMYqs9fo9sG5+tfUgbLFRFs9TsBwtGMdqLaOKAQBXkI6dy8kbtS8O+LkPb+X1aMEBEe7eKtHgJ8RhSAQExpj9Qit2mbnYd1y1QEduCZbsgf3XxmOFNq+4P4ODxKdozpbPUKr57J59EDG11oyPVO2xA5Wj2OZEKLQ5hGFINA5mig0l+UxO3Tff3pVO6yf1aNYwtGuvdUjwM+IQhBIiU6xeoQ2pdBxQjdfsk25k4bIFhrql308deSI3igrNb93+3yaU3RQI3fv0sOHiuTz+VTn8+k/9ufpscOHJUnrq6t0xO3fda6cqXwvtXVEIQikxPAX2R8eTVuvBXemypae1qzbXV5WqldLjp/02GslJTrh9WpVj54Kt9n0Tnm5dtXWamBEhHbU1kiSttfUKjHEf9ej2sLD5ezMUWdbRxSCAEcK/vNJ+AFNvbFEJWOa75qGDysqNDG+3SmP/We79gqx2XRDfLw+qqhQlderSLtdNtlU6vEo3s8XloWmp8sW5CfagwH/DweB1GiuzvWnMluN7hiUq5U/GSBbTNPf6fVs5xSF20++4PCwu069wuqvN+kU4tSBOpei7XaVe7zyyqcPK8p1abR/r6cI697dr9tHYCAKQSAxMlEJ4QlWj9HmvdRhk+beHiNv395N2o7NduoV6F5JMd/8lB5ht+uEx6OeYWHaUVujrIgIHXV7dNOB/VpcUtKkfZ9JKFEICkQhSPRLDM53y7S0LaHFmnRlnvZf27zXNMTY7arw1t/LoNbnld1mU4jNple7dNXIqCjZJF0VG6sVFeXNts//K6xnD79tG4GDKASJ/on9rR4haLhtXs3q87UWT8+QLal5rmk4LzxcG2vq74+8raZWHb9zQnlvrUtJISGKczjk8+PtDiIGDPDfxhEwiEKQuKDDBVaPEHT+N2an7pvsVc3wpv9vf0VMrJ48ckTrqqr01NEj5vzBMbdbCSEORdntqvDjXdGcqalyduzot+0jcBCFING3Q185bCx73NIKHSd0y6itWj9psGxh574w4bCoKI2Pi9cjhw8rIyxMN37z7qQvq6o0KipagyIitKSsVBdH++fOcZGDB/tluwg8Np/PnwecCCTX/f067SzZafUYQevCmjTd+6ZHvn0HrB6l0To98kvFX3+91WOgBXCkEESyk7OtHiGorQ7P1203HNOxsa3vPg0cKQQPohBELkm7xOoRgl65vVY/HZir928fIFtsrNXjNEhIcrJC09NP++dz587V3LlzW2we+BdRCCKDOg5SfFi81WNA0ssJm/SL26Pk6dfH6lHOKubSS60eAS2IKAQRh92hi1IvsnoMfGOr84hu/uE+5V2XHdD3Po7JuczqEdCCiEKQubQLP/UFErfNqwd7f62/TO8tW8ckq8c5hSM+XpHZjT8XVVlZqYkTJyo5OVnjxo1TcXGxJKmgoEDZ2dlKTU3VlClTlJWVJUlavXq1MjIylJSUpKlTp4r3v1iHKASZEZ1HKNzB7TkDzd+id+meW+tUPTKwLjKMGZ0j2zmsvProo48qKipKRUVFGjlypO677z5J0oIFCzR58mRt2rRJK1eu1IYNGyRJjz/+uB588EEVFRUpLCxM+fn5zfhVoDH8t84uAlJESIR+kPoDvb//fatHwf9R5CjXrRdt0UPdh2jQXzfKV1tr9UiKHTfunD5vxYoV+sMf/iCbzaa77rpLPXrUL5HhdDrlcrlUV1d30tHAiBEj9NJLL6m6uloPPfSQ0tKadzlyNBxHCkHo2l7XWj0CzuDXqev11PTOUvculs7hTEtT5LBh5/z5/17Y77sL/HXr1k0vv/yyhg0bpieffNI8PmfOHD333HMqKytTdna2du7kehqrEIUgNKLzCO7bHODWhOdryvhjOna5ddcHtPuPG875/gljx47VCy+8IJ/Pp+eff15jx46VJC1atEgrV67U3r17de213/5wMmbMGEn1ccjMzNSWLVua/gXgnBCFIGS32XVd7+usHgNnUW6v1U8HbNCKO7Ja/JoGW1iY4q5r+PfIY489pujoaPMxceJEnThxQp06ddKqVav01FNPSZIuu+wyZWRkKDU1VcOHD9dHH30kSZo1a5YmTJigjh07KjIy0kQELY9lLoLUsepjGrNsjFxel9WjoAEy6jroF+/HyZG7o0X2F3f11er8+K+bdZsej0cDBgzQ559/roiICC1ZskRLlizRG2+80az7QdNwpBCkEiISdHm3y60eAw203XlUN4/bp73Xt8w1De0m3NTs23Q4HMrJyVGfPn2Umpqqxx9/XDNmzGj2/aBpOFIIYjuO79D4t8bLJ74FWpMfVfTSzUuPyXeo2C/bjxg4UOmv/cUv20bg40ghiPVp30c5XXOsHgON9PfoXbr7FpeqLvTPNQ2J99ztl+2idSAKQe6urLtkt/Ft0NocclRo8g+2aN0tg2ULb76LESOzsxXVhLehovXjX4Mg1z2+u67sfqXVY+Ac/SZlg37302SpR9dm2R5HCeCcAlRYUair3rhKdd46q0f5XsV/K5bP61PSVUnaduc22cPqf5aJOi9KadPStP/p/bLZbepydxe5jrrkKfcooluExVO3rGhfqB7PPU+J7647521EjRiuLv/zP804FVojjhSglOiUgL3Kuba4VkfePlL/30W1iu4brYwFGcpYkKG0aWnyVHpks9vk8/rkqfSoYlOFwrsG39pOFTaX7szaoHfv6C9b3Dlc02C3K/H++5t/MLQ6RAGSpGn9pynGGWP1GKcoWlSkmP71c1UfqFZ42sn/4HtqPLKH2+WIcMhT6ZFsks1u+75NBYU/tt+ih38SKU//jEZ9XvwN4xXRr5+fpkJrQhQgSeoQ0UH3Dw6snxTL1pbJHmo3UajJr1HJJyXads827Zm3R7WHautjUOWRp8qjyl2V5rnBbIfzqCZdsUd7xjfsmgZHQoKSuF4A3yAKMK7vdb0GdwyMe/F6a70qfrNYnSZ1Mo8545xKmZqizAWZihsWp8NLD8sR6ZA91C57hF3eKq8Kfl+gw8sOWzh5YPDIpzk9v9ar03vJ1qnjGZ/b8cFZcrSSW4PC/4gCDJvNprkj5irMEWb1KCp+o1jtL2kvZ7zTPNZhXAdFZ0ZLktqPaq/K7ZWSpLSfpinpmiR567wKTw1X5a5KS2YORP+I3q07b6lR1YVZ3/vnkdnZirv66pYdCgGNKOAkXWO7alr/aVaPofKN5Sr+e7G237NdRa8V6dg/j2nb3dvMn7vL3NJ3Th1Ubq5URLcI2SPtJy3VDKnYXqnJP9istbcOli3i23MytvBwJc+da91gCEjcZAenmHz+ZK3IW6Htx7dbNkOvx3qZ/y75pESuoy5V7axS2doyRfeNVvFbxeb8gdftlRySI9Ihb42XWzmexhOdN2joT1M08+82aXeeOs5+UGHdu1k9FgIMRwo4RYg9RE9c9ISinFFWj3KSTpM6qfhvxdoxc4d8tT4l35QsSarcXqnYrFiFp4SraleVIroE1zUKjfFFWKEmX3dY5fdNVLubmn/RO7R+XLyG03ov7z3NXDXT6jHQzJKjkrX0yqWKD4+3ehQEII4UcFpj0sfo5vNutnoMNKMQW/1RIEHA6RAFnNGMQTM0MGmg1WOgmTww5AFlJWVZPQYCGFHAGYXYQzT/4vnqENHB6lHQRJMyJ2li5kSrx0CAIwo4q8TIRD176bMBd+IZDZfTJUezhsyyegy0AkQBDXJ+h/P19CVPK9QeavUoaKQLEi/Qr37wK+6bgQbhuwQNNrTTUP3m4t/IYfP/PYLRPNJi0vTMpc8oPCT4Vo7FuSEKaJTLulymXwz/hWziquFA1ymqk17KeUntw9tbPQpaEaKARrum1zWaOZjrFwJZWkya/nT5n5QWm2b1KGhluHgN52zpzqV69PNH5fF5rB4F39EtrpteGfOKkiKTrB4FrRBRQJOs3L9SD378oFxel9WjQFLvdr31+9G/V0JEgtWjoJUiCmiytYfW6t4P71V5XbnVowS1fh366YWcFxQXFmf1KGjFOKeAJhuSPER/vPyPSoxItHqUoHVV96v0x8v/SBDQZBwpoNkcqjykmatmauORjVaPEjRCbCGaMXgGa1Sh2RAFNKs6b51+t+53WrRtkdWjtHntwtrpiYuf0NBOQ60eBW0IUYBfrNy/Uj9f83POM/hJZvtMPXXJU+oc3dnqUdDGEAX4TX55vmZ+NFPbjm87+5PRICG2EE3pN0V39L9DTrvz7J8ANBJRgF/Veer0yuZX9MrGV3jbahP1atdLj4x8ROclnGf1KGjDiAJaxL6yffrl57/U2kNrrR6l1Qmxhei2frdp2gXT5HRwdAD/IgpoUW/uflO/XfdbldaWWj1Kq5CVmKWHhj6k8xPOt3oUBAmigBZXUlOip79+Wm/ufpMlMk4jPTZd9w68Vzldc6weBUGGKMAye8v26tn1z+qD/R/IJ74NJal9eHtN6z9N43uPV4g9xOpxEISIAiy37dg2vbTxJX144MOgjUN8WLxuyrhJt55/K3e4g6WIAgLGzpKd+tPmP+m9/e+p1lNr9TgtokdcD006b5Ku7H4lN8JBQCAKOK25c+dq/vz5CgkJ0YgRI/TCCy+oa9euft9vWW2Z/r7n71q6c6n2le3z+/5amk02jUwZqZszb9aIlBFWjwOchCjgtObOnStJmjNnjmbOnKnPPvtMX331VYvOsO7QOi3duVQf7P+g1V/n0DO+p8akj9EV3a5Q11j/xxU4F5zJwlmFhYVp/vz5SkhI0LZt25SZmdli+x6cPFiDkwersq5SawrXaFXBKn1S8IlKaktabIam6BbXTZenX66x6WPVI76H1eMAZ0UU0CDh4eHq3bu3tm7dqhdffFFLly5Venq6Fi5cqJ49e6q8vFw//vGPtW3bNuXk5Gjt2rX6/PPPVVRUpAkTJqigoEDDhg3TX//6V4WHN/618yhnlMakj9GY9DHy+rzaULxBHxV8pE8KPtGe0j0Bc4I6yhmlgUkDNbTTUI3oPEK92vWyeiSgUYgCGiwmJkZbtmzRrl27tH//fi1ZskS33HKLPv30U/35z3/WoEGD9O677yojI0O5ubmKiYnRww8/rCuvvFLz5s3TvHnztGnTJg0ZMqRJc9htdg3sOFADOw7UjEEzVO4q19ZjW7X56Ob6j2ObdajyUDN91acXYg9RanSqMhMy1T+xv7KSstSnXR/eSopWje9eNFhlZaXmzZun5cuXy+l0atKkSbr77rtVXl4up9Mpl8slj8cjt9stu73+/k3Dhw/XL3/5S8XFxWnChAnq3bt3s88VExqjoZ2GnrSE9NHqo9pXtk+HKg/pYMVBFVUW1f935UEdrTqqGk+N6rx1p91miC1E0aHRinZGKyY0RvFh8eoS20VdY7uaj5ToFAKANofvaDSIy+XSzp079aMf/Ug2m+2UP+/WrZt++9vfavny5ZozZ46iourfaz9hwgRlZWVpxYoVysnJ0cKFCzVq1Ci/z9shooM6RHQ443N8Pp9qPbVyeV1yeeo/Qh2hinZG8/ZQBC2igLNyuVyaPXu2srKyNG7cOL388su64oortGzZMmVmZiomJkaLFi3Sq6++qqFDT77hy5QpU/TDH/5Q999/v3Jzc7V+/foWiUJD2Gw2hYeEK1wEAPg37tGMM5o/f746duyoAwcOaOnSpZoyZYq6d++uLl26aMGCBVq4cKEk6bLLLlNOTo5SUlI0cOBALVu2TJJ09913a968eUpKStKuXbs0YcIEK78cAGfBdQpoFkOHDtVbb72lpKQkffbZZ5o+fbrWr19v9VgAGomXj9Asxo8fr+zsbNXV1SkuLk6PPPKI1SMBOAccKQAADM4pAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwCAKAACDKAAADKIAADCIAgDAIAoAAIMoAAAMogAAMIgCAMAgCgAAgygAAAyiAAAwiAIAwPj/CHifI4/Z/rMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 用radius（半径）调整饼图的大小\n",
    "ax.pie(sizes, labels=labels, autopct='%.0f%%',\n",
    "       textprops={'size': 'smaller'}, radius=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%',\n",
    "       shadow={'ox': -0.04, 'edgecolor': 'none', 'shade': 0.9}, startangle=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib.patches import ConnectionPatch\n",
    "\n",
    "# make figure and assign axis objects\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(9, 5))\n",
    "fig.subplots_adjust(wspace=0)\n",
    "\n",
    "# pie chart parameters\n",
    "overall_ratios = [.27, .56, .17]\n",
    "labels = ['Approve', 'Disapprove', 'Undecided']\n",
    "explode = [0.1, 0, 0]\n",
    "# rotate so that first wedge is split by the x-axis\n",
    "angle = -180 * overall_ratios[0]\n",
    "# wedges用于接收pie方法返回的饼图扇形对象列表\n",
    "wedges, *_ = ax1.pie(overall_ratios, autopct='%1.1f%%', startangle=angle,\n",
    "                     labels=labels, explode=explode)\n",
    "\n",
    "# bar chart parameters\n",
    "age_ratios = [.33, .54, .07, .06]\n",
    "age_labels = ['Under 35', '35-49', '50-65', 'Over 65']\n",
    "bottom = 1\n",
    "width = .2\n",
    "\n",
    "# Adding from the top matches the legend.\n",
    "# 自顶向下绘制柱状图\n",
    "for j, (height, label) in enumerate(reversed([*zip(age_ratios, age_labels)])):\n",
    "    bottom -= height\n",
    "    # 颜色是一样的，但是通过调整透明度来实现颜色的深浅变化\n",
    "    bc = ax2.bar(0, height, width, bottom=bottom, color='C0', label=label,\n",
    "                 alpha=0.1 + 0.25 * j)\n",
    "    ax2.bar_label(bc, labels=[f\"{height:.0%}\"], label_type='center')\n",
    "\n",
    "ax2.set_title('Age of approvers')\n",
    "ax2.legend()\n",
    "ax2.axis('off')\n",
    "ax2.set_xlim(- 2.5 * width, 2.5 * width)\n",
    "\n",
    "# use ConnectionPatch to draw lines between the two plots\n",
    "theta1, theta2 = wedges[0].theta1, wedges[0].theta2\n",
    "center, r = wedges[0].center, wedges[0].r\n",
    "bar_height = sum(age_ratios)\n",
    "\n",
    "# 绘制连接线\n",
    "# draw top connecting line\n",
    "x = r * np.cos(np.pi / 180 * theta2) + center[0]\n",
    "y = r * np.sin(np.pi / 180 * theta2) + center[1]\n",
    "con = ConnectionPatch(xyA=(-width / 2, bar_height), coordsA=ax2.transData,\n",
    "                      xyB=(x, y), coordsB=ax1.transData)\n",
    "con.set_color([0, 0, 0])\n",
    "con.set_linewidth(4)\n",
    "ax2.add_artist(con)\n",
    "\n",
    "# draw bottom connecting line\n",
    "x = r * np.cos(np.pi / 180 * theta1) + center[0]\n",
    "y = r * np.sin(np.pi / 180 * theta1) + center[1]\n",
    "con = ConnectionPatch(xyA=(-width / 2, 0), coordsA=ax2.transData,\n",
    "                      xyB=(x, y), coordsB=ax1.transData)\n",
    "con.set_color([0, 0, 0])\n",
    "ax2.add_artist(con)\n",
    "con.set_linewidth(4)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "size = 0.3\n",
    "vals = np.array([[60., 32.], [37., 40.], [29., 10.]])\n",
    "\n",
    "tab20c = plt.color_sequences[\"tab20c\"]\n",
    "outer_colors = [tab20c[i] for i in [0, 4, 8]]\n",
    "inner_colors = [tab20c[i] for i in [1, 2, 5, 6, 9, 10]]\n",
    "\n",
    "# wedgeprops中的width设置扇形的宽度\n",
    "# 绘制外层饼图\n",
    "ax.pie(vals.sum(axis=1), radius=1, colors=outer_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "# 绘制内层饼图\n",
    "ax.pie(vals.flatten(), radius=1-size, colors=inner_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "ax.set(aspect=\"equal\", title='绘制嵌套饼图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6, 3), subplot_kw=dict(aspect=\"equal\"))\n",
    "\n",
    "recipe = [\"375 g flour\",\n",
    "          \"75 g sugar\",\n",
    "          \"250 g butter\",\n",
    "          \"300 g berries\"]\n",
    "\n",
    "data = [float(x.split()[0]) for x in recipe]\n",
    "ingredients = [x.split()[-1] for x in recipe]\n",
    "\n",
    "\n",
    "def func(pct, allvals):\n",
    "    absolute = int(np.round(pct/100.*np.sum(allvals)))\n",
    "    return f\"{pct:.1f}%\\n({absolute:d} g)\"\n",
    "\n",
    "\n",
    "wedges, texts, autotexts = ax.pie(data, autopct=lambda pct: func(pct, data),\n",
    "                                  textprops=dict(color=\"w\"))\n",
    "\n",
    "ax.legend(wedges, ingredients,\n",
    "          title=\"Ingredients\",\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0, 0.5, 1))\n",
    "\n",
    "plt.setp(autotexts, size=8, weight=\"bold\")\n",
    "\n",
    "ax.set_title(\"Matplotlib bakery: A pie\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 3), subplot_kw=dict(aspect=\"equal\"))\n",
    "\n",
    "recipe = [\"225 g flour\",\n",
    "          \"90 g sugar\",\n",
    "          \"1 egg\",\n",
    "          \"60 g butter\",\n",
    "          \"100 ml milk\",\n",
    "          \"1/2 package of yeast\"]\n",
    "\n",
    "data = [225, 90, 50, 60, 100, 5]\n",
    "\n",
    "wedges, texts = ax.pie(data, wedgeprops=dict(width=0.5), startangle=-40)\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = f\"angle,angleA=0,angleB={ang}\"\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    ax.annotate(recipe[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y),\n",
    "                horizontalalignment=horizontalalignment, **kw)\n",
    "\n",
    "ax.set_title(\"Matplotlib bakery: A donut\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30, 10, 20, 30, 30, 15, 15, 30, 30, 15, 15, 30, 30, 15, 15, 30]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAGFCAYAAAASI+9IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA89ElEQVR4nO3deZicV30v+O95a6/q6qV6U+9Sa7MsybKtpWWM8QbGwISwBOeyGEIggYRMmITlzkwm89y5yQw3ISRkufeGwSRASC5gYwe8gG2MjY1t7ZJl7bLV+6ru6q325T33j+outZZudXVX1XmX7+d59FhqdVf9LLXqW2f7HSGllCAiIgKgqS6AiIiMg6FARER5DAUiIspjKBARUR5DgYiI8hgKRESUx1AgIqI8hgIREeUxFIiIKI+hQEREeQwFIiLKYygQEVEeQ4GIiPIYCkRElMdQICKiPIYCERHlMRSIiCiPoUBERHkMBSIiymMoEBFRHkOBiIjyGApERJTHUCAiojyGAhER5TEUiIgoj6FARER5DAUiIspjKBARUR5DgYiI8hgKRESUx1AgIqI8hgIREeUxFIiIKI+hQEREeQwFIiLKYygQEVEeQ4GIiPIYCkRElMdQICKiPIYCERHlMRSIiCiPoUBERHkMBSIiymMoEBFRHkOBiIjynKoLICq2rJ5BUk8hlU0ilf9vEslsCik9iVQ2hazMQJcSgISEhD8rseP4rwBNA4QGCAegOQC3H8ITBLxzPzwVwPyvPUHAWwEh+N6KrIOhQKYTz8Qwk55BJDWDSCaCSDqCaCaCaDqCWCaKrMwW/JghrQI7Tj99zd+TS36lgPQGgWAjUNkIVK6BCDYCVc1AdQtQ3Qrh8hRcD5EqDAUyrFQ2hXByHBOJcYSTE5hOTWE2PYO0nlZd2gISSMzkflw8P/+RBQRkRR1Q3QrUdUI0bgYaNwOhDgjNoaJgoiUxFMgQUtkkJpITcwGQC4LZ9IzqsopAApGLuR8DRy8FhtMLWb8BaNyUC4qGzUDtWgYFKcdQICVi6SiG40MYiQ1hLD5qkQAoQCYBDJ8Ahk8sCAoPZMMmoO0WiLZbgObtEE5OPVF5MRSo7LJ6Fo/1/HBFc/+WlkkCQ68DQ69D7v8u4HBDtu6A+MDXIIRQXR3ZBLdNUNk5NAcafGtUl2F82RSQTjAQqKwYClRSaT2FvkgP9o2+jINj+/Ifb/K3KKzKPETHbsjEDPQf/q+Q+78LOXpWdUlkcZw+oqJLZVPoj/aiZ/YChmOD0KUOAPA4vNjdsBcA0ORvVlmiebTvBPqOAAPHIAeOAS9/M7ebaeNdEJvvgWjerrpCshiGAhVFWk9jINKHntkLGIwNQL/GekEym8BEYhy13jrUeuvgcXiRzCYUVGsS7gDQdCPkc39z+ccj48DRRyCPPgIZbAA23QOx+W6INTeqqZMshaFAK5bRMxiM9qNn9gIGon3LWjgejg2h1lsHAGjyNaMncqHUZZpX2y0QmhOy7+DinzM7Bhz+PuTh70NWNc0FxD0QDZvKVydZCkOBChZOTuDs1Gl0z7yJjCzsINlwbBDbQjcBAJoCLQyFJYj2nZBTQ8D08PK+YHoYOPivkAf/FTK0FuKm9wJb3wXhqShtoWQpDAValqyeRW+kG2enTuFiYmzFjzMWH0FWz8ChObmucD0du4GlRglLCfdAvvB3uTWIG94OseP9EA0bi1sfWRJDgZYUSc/i3NRpvDFzDokizP9nZRZj8VE0BVpQ4Qoi6Kq038G15ahogAh1QH/5odU9TjoOvP445OuPQzZthdjxfmDT3RBOd3HqJMthKNA1DUUHcGbqFAaj/ZDXaQlX8GPHBtEUyG1Jbfa34Ow0Q+EqHTshpQ70HyneYw6fhBw+CfzyHyC3vRtixwcgKhuL9/hkCQwFukxfpAfHJ44inJwo2XMMxwbzP1/jb8HZ6dMley6zEu27gdGzuUZ7xRafAg7+G+ThH0JufRfEno9BVHEqj3IYCgQA6J3txvHwUUwmwyV/rnByAolsAl6HF03+JgiIoo9GzE0AHbuAE0+W9mn0TG5q6eRTkFveCdH1IER1a2mfkwyPoWBjUkr0RrpxfOIoplKTZX3ukdgQ1gY74XZ4UOutw3jiYlmf39DqOiH8NdB7V7jIXCg9C5x8CvLU07lF6b2fgKhpK89zk+EwFGxISome2TdxPHwM06kpJTUMxwaxNtgJINfygqGwQMcuyEwSGDpR3ueVWeD005BnnoXcfA9E1ycgateWtwZSjqFgM0PRARy6uL/sI4Or67i0rtDkb8Hr4WPqijEY0b4bGHgt1xBPBakDZ34OefYXkDfeD3H770JU1KqphcqOoWATU8lJHLq4H0OxAdWlAACimQhmUtOodFeh3tcAp3AiIzOqy1LP4QJad0C+8i3VleTC4eRTkOeeB3Z/BNj1Yd7vYAPskmpxyWwC+0dfxuO9jxomEOYNx4YAAA7hQKOfrbQBAE3bIFxeoO+Q6kouScchX/kW5D99BPLMz1VXQyXGULAoKSXOTp3Gv3c/jLPTpw25u2fh1lS20s4RHbsgY5PAxTdVl3K1yBjkU/9Pro23EeujouD0kQVdjI9h/9jLJT1rUAwjsSHoUocmNIbCvPZdQN9hwIAhnjdwDPJ7n4Lc8T6I2z/N3koWw5GChWT0DA6O7cPP+h83fCAAQEpPYSIxDgCo8YTgdfgUV6SYJwisuQGyXFtRV0NmgWM/gvzOxyG7X1VdDRURQ8EixuKjeKL3MZyeOmHIqaLFzK8rAJxCQtutEEIz1nrC9UQuQj72ZehPfwUyGVFdDRUBQ8HkMnoGhy7ux9P9T2AmPa26nIItXFdotnnXVNGxCzLcl7sjwWxOPgX5nU9A9uxXXQmtEkPBxC7OjQ5OTb5uqtHBQhcTo0jruTsZ5pvk2dZqWmUbQWQM8tEvQn/mLyCTUdXV0AoxFEwoOzc6+JlJRwcL6VLHWHwEAOB3BlDlrlZbkCpVTRDVLZC9h1VXsnonnoD87schew6oroRWgKFgMtOpKTzZ92NTjw6udOXpZltq3wWpZ4rbKlul2THIR78A/fm/hczyUKKZMBRMpHvmTTzZ+2PlLSqKjYvNgGjfBYycBlIWm3Y5+gjkD/8AcnZUdSW0TAwFE8jKLPaPvYKXRp4v+E5kM5hKhRHPxAEAa/xrICAUV1RmQgPad86dT7Cg4ZOQ3/s0p5NMgqFgcNF0BE/3P4GzU6dUl1JS87uQXJob9d4GxdWUWf0GCF+VOc4nrFR8CvKxL0G++k+5G+XIsBgKBjYY7ccTvY/Zoq30ZS0v7LYLqWM3ZCoGDJ9UXUlpSR3y1X+GfPRLkPEp1dXQIhgKBiSlxLHxw3hu8Gkk9aTqcsrCzn2QRMcuYOBY7rIbO+g9APkvn4Is930RtCwMBYPJ6Bm8MPQsjoePqi6lrGKZGKaSUwCAOm89XJpLbUHl4vQAzTdZe+roWiJjkA//IeSZZ1VXQldgKBhIIhPHMwNPoj/ap7oUJeZHC5rQ0OhrUlxNmbTcBOF0m6u1RbFk05BP/Rnkge+proQWYCgYxExqGj/tf9wW6weLubzlhT2mkET7TsjIRWCiR3UpikjIX30D+s+/BmmX6TODYygYwFh8FD/t+wlm0zOqS1FqND4MfW5nim0Wmzt2A702HCVc6fi/Q/74/4RMx1VXYnsMBcV6Z3vw7MBTtllQXkpaT+dHSlXuavidAcUVlZivGqjfCGnV8wmF6n4F8od/CBkNq67E1hgKCp2aPIEXh59DVnLYPO/yXUgW75rafiuEEPZcT1jM6BnI//FZyHCv6kpsi6GgyOGLB3Do4j7L9C8qFjv1QRLtuyHHLwBR41+IVFYzw5Df/33IkdOqK7ElhoICB8ZexcnJ46rLMKTxxBhS2RQA64cC1xOWkJiBfOSPeJZBAYZCmR2fOIYzUxY/uboKEhKj8WEAgM/pQ7U7pLiiEqluhahshDTz/QmllopCPvoFyOmh638uFY1TdQF2s7FqE7pn38B0akp1KYY1HBtCW0UHAKA50IKpVPEWHl2aGx7NDbfDA5fmghAaBAQqpQNY2wVIPXeyOJsCkhEgMZv7MTd6KZqOXZDZNDDwWnEf12p2vB+iyuJrSwbDUCiTrMzCIRzwOf24r/XdeGbgKQbDIq5cbD41+fp1v0aDhgpXEEF3JYKuIALOClS4ggg4A/A4vHA7PHBr7tzC7mLa7lv0t2QmBSTnAiIaBmZHgJnR3LvYqcHcj9jyw0u07871OuIWzMXt/ii0Oz6b/6VMzEB4KxUWZA8MhTI4MPYqBiJ9eO/aD8KpORkM1zGdmkIsE4XfGUCjrwma0PLnFwDApbkQ8tQi5KlDrTf3I+iqhCZKNxsqnG7AWQsEaoHatZc+vuBzZDIKXHwDGDsLOXoWGD0LTPbnRh+XPZgDaL8V8tD3S1av6V0RCHr3PuCJ/xv44F9DNG9TWJj1CSklt7+U0KGL+/PvdCucwXwwAEA8E2MwXKHOW4+WQBs2VW2Bz+kDALw0/DycmguNvkbUeutR6apa+h2/gchULBcUw6cg+48Ag8eBUAe0j3wDsv8I5Olnge5XuQNpoWsFwmNfyv3CHYD4jb+BWLNFUXHWx1AooeMTR3Fs4vKDSQyGq9V567E22ImOinUIuCpUl1NSUs8CsUmIirpLH5M6MHgc8uwvgPMvADFr3axXkKUCYZ43CPEf/jtEqKPMxdkDQ6FE3pw5j5dHfnnN32MwACFPLdYG12NtcB0qXEHV5RiG1LPAwDHIs88B518EEtOqSyqf5QTCvMomiA//I0TAorvTFGIolMBwbBDPDTwNHYvfMGXHYHBpLnQGN2Bz9Y2o9tSoLsfwZDYDvPEi5GuP5e5bsLJCAmFe42aIB/4ewuUrcXH2wlAosslkGD/rfxxp/fp3KdslGKrdNdhcfSM6KzfY556EIpMTPblwOPU0kIqqLqe4VhII89a9BeLX/z8IzVGi4uyHoVBEsUwUT/X9BLHM8v/RWjUYBATaK9bihuob0ei3yd0IZSBTMeD0M5BHHgYmLXDvxmoCYd5Nvw7t7V8scmH2xVAoklQ2haf7n8DkCg5aWSkYBATWBtfjptqbUeWuVl2OZUmpA2d/Abn/O+a9i6EYgTBHvPUzEHs+VqzKbI2hUAS61PHc4NOXHboqlNmDQUCgs3IDtoduRqW7SnU5tiLPPQ+57zvA+JuqS1m+IgZCjoB4959C3PCO1ddmcwyFItg3+iucmz6z6scxYzAICKyv3IjtoZsRdPO0qUryjRchX/kn44dD0QNhjsOVW3hu2rr6x7IxhsIqLbX1dCXMFAxN/hbsqu9CjYfbAo1CSh048STkyw8V1HajbEoVCPOCDRAf+xaEr7p4j2kzDIVVmEyG8dO+nyAjM0V9XKMHQ9BVid31e9Fa0a66FFqETMUg9/8LcOQHQPb6O+HKotSBMK9jD8QHvgpRwrYnVsZQWKFUNoWn+n6MmXRpDhcZMRicwonttTfjxurtcHALoCnIyX7IF/4O6N6ntpByBcIccdsnIW777ZI9vpUxFFbol0PPoTfSXdLnMFIwNPtbcFvjHZZvQ2FV8twLkM99DYhPlf/JyxwIAAChQbz/qxBr95T2eSyIobACpyZP4NDF8rzzUh0MLs2FXfVd2Fh1Q1mej0pHxqcgn/tr4Nzz5XtSFYEwz1cN8bGHIIKN5Xk+i2AoFGgsPopn+p9csoVFsakKhiZ/C97C0YHlyHPP58Kh1KMGlYEwr2krxAP/AOHgLQHLxVAoQCKbwBO9jxV0YrlYyhkMLs2FnXVd2FTN0YFVydhUbjrp/AuleQIjBMK8W34D2t2fV/PcJsRQKMALQz9HX6RH2fOXIxhq3CHc2XwvD6DZhHz9cchffL24140aKRDmiA98jesLy8RQWKbumTfx0kgZ52IXUcpgWF+5EV0Nt+cfm+xBjp6DfOJPgemh1T+YAQMBQO78wse/C+EJqK7E8LiRdxnimTgOjL2iugwAQCQzi5/0/AgZPXc2Yv5qz9X0GXIIB25rvAO3r7mTgWBDonETxEcfAta/dXUPZNRAAIDZMchf/oPqKkyBobAM+8Z+haSeVF1GXjGDIeiqxLva3ouNVZuLXCWZifAGof36VyDu+GzuDulCGTkQ5p14ArJnv+oqDI+hcB3dM2+gP9KruoyrFCMYGn1NeE/7ryPkrS1RlWQ2YvdHIT7wVcBdwDSLGQJhjnzmLyGTEdVlGBpDYQnxTAwHxl5VXcaiVhMM64Lr8fbW++F2eEpcJZmN6NgN8Zv/AFTUX/+TTRQIAIAIp5Guh6GwhH2jLxtq2uhaVhIM20I7cEfT3XCsZJqAbEHUb4D48D8CdesX/ySzBcK8E09Cqm77YWAMhUV0z7yB/qjxpo2uZbnBICCwt+F23Fq3W0GVZDYi2JAbMbTvvPo3zRoIc+SznEZaDEPhGlLZJA5eNNeC1PWCwSEcuLv5HdhUvUVhlWQ2wlMB8f6/Ara889IHTR4IAIDIRchXHlJdhSHxnMI1HBh7FWemTqouY0WudY7hF4PPYGf9HqzxNyuujsxKSh3y2a8CvirzB8I84YB48FsQS02R2RBD4QqTyTCe6H0MEub9Y7kyGIhKwdSBMK/1ZmgP/L3qKgyF00dXODD2qqkDAbh6Komo2CwRCAAwcAzyzM9VV2EoDIUFeme7MRofVl1GUSSycUwkxlWXQVZ1vnhX0KomX/rvkBlj7zIsJ4bCnKzM4vD4AdVlFIUGDXc1vwON/jWqSyGLEu/4ErDlPtVlFMfsGHDof6iuwjAYCnPOTJ5EJD2ruoyieMuat6E50KK6DLIwITSI+/4PoO0a21VNSB78N8jIhOoyDIGhgNw9CcfDx1SXURS31O5CZ+UG1WWQDQiHE+K9fw7UdaouZfXScchXvqm6CkNgKAA4EX4Nab2I/eQV2Vh1A7bX3qy6DLKR3DmGry6vJYbRnfwp5ESP6iqUs30oxDNxnJs6rbqMVWsJtKGr4S2qyyAbEsGGXDAU0kTPiKQOuf+7qqtQzvahcGrydWSkubduhjy1eFvTPdCE7f86SRFRvx7i1/5sZW23jeTsLyAn+1VXoZStX0US2QTOTp1SXcaquDUP7mp+O1yaS3UpZHOiYzfE7Z9WXcbqyCzkvu+orkIpW4fCqbD5RwlvXXMnKlxB1WUQAQDEno8BnberLmN1zvwccmpQdRXK2DYUktkEzk6be5SwrWYHWivaVZdBdBlx/58AVU2qy1g5mbX12oJtQ+HU5Amk9bTqMlas0deEm+ussUecrEV4gxD/y58DDrfqUlbu9NOQ00Oqq1DClqGQyiZN2wUVAHwOPxeWydBE4yaIuz+vuoyV07OQB76nugolbPmqcnrqpKlHCW9dcyd8Tp/qMoiWJG56L7DxLtVlrNzJn0LOjKquouxsFwpZmcVZE59L2FR1A5rYwoJMQtz7BcBXrbqMldEzkK89prqKsrNdKPTN9iCRjasuY0UCzgrsrN+jugyiZRP+aoh7/1h1GSt34knIjPm7HRTCdqFg5h1Hb1lzB1yaiRfvyJbEpruBTXerLmNl4lPA+RdUV1FWtgqFyWQYY3FzzhFuqtqCJj+njcicxD1/bNppJHnMXlNItgoFs64lcNqIzC43jfQF1WWszPAJyLHzqqsoG9uEQiqbwoWZN1SXsSJ7Gm5jGwsyPbHpLmDdXtVlrIidFpxtEwoXZs8jI823DbXZ34q2ig7VZRAVhbjrDwGHCd/gnPk5ZDKiuoqysE0omHHqSBMa9jTcproMoqIRNW3ArQ+oLqNw6Thw6meqqygLW4TCaGwY06kp1WUUbHPVjah0V6kug6ioRNfHAX9IdRkFk6/9WHUJZWGLUOiefVN1CQXzaB7sqL1FdRlERSfcfnO22A732GLB2fKhoEsdvZEe1WUU7KbaW+F2eFSXQVQa294D1K1XXUXB5NlfqC6h5CwfCiOxISSzCdVlFMTvDGBT9Q2qyyAqGSE0iNs+qbqMwp17TnUFJWf5UOiZvaC6hIJtq7kJDrNfa0h0HWLjneYbLUwPQ46Yb9NKISwdCrrU0RfpVV1GQXwOPzZWbVZdBlFZiK6Pqy6hYFafQrJ0KAzFBpHSk6rLKMjW0HY4NKfqMojKY9NdQO1a1VUU5tzzqisoKUuHgtmmjrwOHzZVbVFdBlHZCKFBdH1CdRmFmR2FHDqhuoqSsWwoZPUs+k2262hrzXY4OUogu9l8D1BjrrvGrTyFZNlQGIoNmOp2NadwYWMVdxyR/QihQdz6IdVlFOa8daeQLBsKA9E+1SUUpLNyPdxmvuicaDW23Ae4/aqrWL7IOOToOdVVlIRlQ2EoOqi6hIJsrr5RdQlEygi3H9jyTtVlFKZnv+oKSsKSoTCdmkI0Y56Ohg3eRtR4zNcLhqiYxI73qy6hILL3gOoSSsJyq5pSSlS5q/Hejg9iODaI4dgQRmLDhm6bvbmaO46IRN06yNabgYFjqktZXHUL0L4LomMX0LZTdTUlYalQmElN46f9j2ONrwnNgRa0VXRgS8026FLHxfjYXEgMYjxxERJSdbkActtQ24PrVJdBZAhix/sgjRQK3kqgfSdE+y6gYxdEVbPqikrOUqEwEhtGMptAb6QbvZFuAEDQVYkmfzOa/C24sWYbbq7biVQ2hdH4MIZigxiODmImPa2s5vWVG9jSgmjehjsBbxWQUPRv0uEGmrfnRgIdu4GGjRDi2rPsMjED9B2G7D8KcefnIJzWaGBprVCID131sdn0DGanZ3Bu+gwEBGq9dWjyt6DJ34xd9V1wNDgQTUfyU03DsUEkythAb23QZL1fiEpIOJyQG98GvP54uZ4RqN+QGwW07wJadyz64i4zKWDodcjeQ0DfQWDsPCD13G9uvBNot8Z0kqVCYTQ2vOTvS0iMJy5iPHERr4ePwSmcaPCtQXOgBU3+FmyY6zkUTk5gOJqbahqNjyArsyWpN+iqRK23riSPTWRWYvO9kKUMhWAD0LEbon13bmrIX73op8qx80DfIcjeg8DgcSBz7bY5sv8oBEPBWKZTU4hn4wV9TUZmMBQbwFBsAEBufn9+qmldcD22hm5CVs9iLDGaG0lEBxFOThRtPaKDawlEV2u9GfDXALHJ4jyepwJou2VuXWB37krQRciZUaDv4Nxo4DAQn1rec/QfKU6tBmCZUBiJXT11VKhENo7u2TfzN7VVuavmpppasD20A7fW7UYym8BIbG49IjaISHp2xc+3Nti56pqJrEZoDsiNdwKv/fvKHkBzAk1bc+sC7buANVsgtGuv28lkBOg/mhsJ9B0CJvtX9pxj5yD17KLPYyaWCYWx+GjRH3M6NY3p1DTOTJ2CgECdtwFN/mY0B1rQ1fAWaELDbGpmwdbXISSX2ZW10lWFkKe26DUTWYHYfC9kIaFQu25uq+ju3LrAIqejZTYDDJ+A7DsM9B4ERs4AxZgeziSBcC9QZ/43epYJhXByoqSPLyFxMTGKi4lRHA8fhUtzodHXlF+03lS9BVJKTCTH81NNY4kx6It8w3GUQLSElpuAQC0QXeTfdaD2Ugi074KoWPwNlhzvnpsSOgwMHAXShU0zL9voWYaCUWT0DGZS5d3CltbTGIj25Xss+Z2B/HrEhspN2B66GRk9g7H4CIZjgxiKDWIyGc5/fWvF4vOaRHYnhAa5bi9w4sncB1w+oPUWiI6dQPtuiLrF1+NkZOLS4nDfocWDpcjk6FmIre8qy3OVkiVCYTIZVn4YLZaJ4s2Z83hz5jwAoNpdk9/VtKN2J3bWdyGeiWMkNoSx+AhqPfVK6yUyOrHlPsiK+tyunqZtEI5rv1zJVAwYeO1SCEx0l7nSOWNn1TxvkQkppTGO9q7C2anT2D/2suoyFqUJDfXehvyida23DtoiB2KIaGlSzwIjp+dGA4eA4ZOAnlFdFuD0QvzBz0y/2GyJkUKp1xNWS5c6RuMjGI2P4NjEYbg1NzZUbcau+i7VpRGZgpzsB3rntooOHAWSBmx4mUkA4T5giaktM7BEKEwaPBSulNJTkPMnIYnoKlJK4PwvIXv2Ab2HgNni7y4sibGzpg8FS8xhTKemVJdQsEa/9RtrEa2UEALy5JO5hWazBAJyi81mZ/pQiKYjprp2EwAEBBp9a1SXQWRowoytqccvqK5g1UwfCmYcJVR7QvA4rNFRkahk1pjwnpHJAdUVrBpDQYF6L7ejEl1Xw0bAbLv0Ihch08vramBUJvsTv5oZQ4HtLYiuT7j9wBLN64xJAtPmuh/+SgwFBRgKRMvUsEl1BYUz+RSS6UNhdhVdSlUQEKj2hFSXQWQKonGz6hIKN7P6js0qmToUpJRIZErU3KpEKt1VcGqWOB5CVHomDAU5M6a6hFUxdSgksnHoMNchsCp3teoSiMyjfqPqCgo3M6K6glUxdSjEMjHVJRSMoUC0fMITyN3CZiazDAVl4gwFIuurblFdQWE4faQORwpENlDdqrqCwiRmTN3bzNQrnlWyAXt970QGKaSQRFLGkNBjiMkIIpkZxKXxOikGXBWqSyAyl8om1RUUSALJKOANqi5kRUwdClrGDZHQ4YIPLgCBKz9BAJpDQGgSUstCigwySCONJFJIIKHHENcjiOqziOjTyBbjrtal6hUavA5vSZ+DyGpEZaPiK7RWIDHLUFAhm73+t4qelUAWABwAHHDAAwcq4AVQecXnCgegaQA0CV1koIs0MkgjiURuFCKjiGUjiGZnEJeFT135HNe+TJyIllBpwuaRSXOdn1rI5KFQ3Hk7qQO5hxQAXBBwwQXAhSpcNekjAM2Ra80itSx0kUEGqdwoRCYQl1HE9Sii2dwoREKH38lQICpYwIQdABIMBSV0Xe2gUs/islGIEx44EYQPQNXCTxS5EYjPbe5r+oiU8JhwHc7EIwVT7z4q9kihlHQdcAhTZzCRGmacmzfxSMHkoWCu5SeHw9R/3ERKCKcHcLhVl1EYjhRoOTRNqC6ByJy85ppCkhwp0HJwpEC0Qh6TTSGlzHewdh5fpYjI+My2rmDiE80MBSIyPrOtKeilPQhbSgwFIjI+s93VzJECEVEJMRTKhhvnicjwHnK9Dz3+21WXsWxbRAseVF3ECjEUiMjwjs1WYN/FtOoyls3VbLKF8QVMNiYjIjsyUfMCAIBDmPdMEkOBiAwvq7jPWaEEQ4GIqHSiyYzqEgriMHH3AoZCGanu6kpkVjMJc4WC12Xel1bzVm5Cum6yiVEig5hNmGeRGQCCHvPu4TF1KJitwZzZuroSGUFWl4gmzXVCOOhzqS5hxRgKZWSm+x+IjCKSzJjujuZKL0cKSpit6yhHCkSFm4mba+oIYCgo43BwpEBkdVMmDAVOHymiaeYqP5NhKBAVamQ6qbqEgnGhWRGzjRR0XXJbKlGBhqcTqksoWKWPoaCE2dYUAI4WiAplylDwcvpICafTfOWnUuY6hEOk2sBkXHUJBfE6NbhN+No0z7yVw6yhYK791kSq9YXNdd9xQ6VHdQmrYr5X1QXMGApJk/VwIVIpo+sYnjLX9FFTlVd1CativlfVBcy4psCRAtHy9U3EkTHZ5ow1DAV1NE2Y7lRzKpWFlOb6JidS5fTwrOoSCsaRgmJmnELiaIFoeU6PmC8UmhkKanlMeEiE6wpEy3NqaEZ1CQVrDflUl7Aqpg8Ft9uhuoSCcaRAdH26lDg7ElFdRsHaQ37VJayK6UOBIwUia+oZjyGeNtcbqAqPA6GAW3UZq2L6UDDjSCGRyHCxmeg6zLjI3Fpj7lECYIFQcLkcptuBpOuSowWi6zjSN6W6hIKtq2MoGILZRgsOh8YeSETXcbBnUnUJBdvSFFRdwqqZb0L+GjweJxIGvthbCMDnc8Hvd8Pvd5lyHYSonEamE6breQQAN6xhKBiCEUcKXq8Tfn8uCLxeJ4Qw1xQXkUqNlR58/3f3YP+FMPZ3h3GkbwqJtLFH1wLADRwpGIMR3nm7XI65EHDB53Mt2oJDSolUKmuImomMSgiB2oAb921twIO3tSOd1fFa/zT2zYXE6eFZGK37RVvIhwoL/Ls2//8B1IwUHA5x2ZSQy7V4DalUFrFYCrFYGvF4GrousW5dyJSnsYnK5ZHDg/jGi91YW+tHV2cIeztr8Fu3d+AP7lmPmXgaB3smsb97EvsuhA0x1WSF9QTAIqHgcGhwOku7eHtpXSAXBEu9089mdcRi6XwQXKuuaDSFKpMfhycqpVfenAAA9EzE0DMRww8ODsCpCWxtrkRXZw261oXw5fs3wqlpGJyMY393GPsvTOJgz6SSe523NFWW/TlLwRKhAORGC8UOBY/HmZ8S8npdi2591XWJeDw3CojFUkgmr3/gJhJJMhSIFjEyncCJwatbXGR0idcGpvHawDT+/xd7EHA7sLOjGnvWhbC3M4QP3NoCXUqcGZmdW4+YxLG+aaSypV+P4EjBYLxeJ2Kx1b07cDq1/EjA7196XSCZvDQllEikUehZtFgsjWxWN2X7b6JSe/bUGJbzTyqayuLF8xN48XxuVNEQ9GDPuhrs7Qzh13Y04ZO3r0UincWx+fWIC2GcG40s67ELIWCNnUcAIKRFjtbGYikMXuOdxVI0TSxYHHYvuTaRTmcvmxLSi7DK1dBQwdEC0TU8+K2DODm0+hPNGxoC6FoXQte6GuzsqIHP7cBkNIUD3ZPY151btB6ZTq76edpCPvz4c7et+nGMwEIjBReEwJLv2IXIfd58EHg8i28VzWb1uemgXBCkS7AdjlNIRFcbmIwXJRAA4I2xKN4Yi+Jf9/fD5RDY3lKFvZ0hdHXW4P+68QY4NIHeidjcekQYB3umEFlBt4Fb2qqLUq8RWCYUNE3A63UiHr/8L9TtduSng3y+xdcFpJQLQiBdljYUnEIiutqzp8ZK8rjprMSRvikc6ZvCf3sBCHqd2L22JjfdtC6EB3a1IqtLnByaya9HHB+YXtbNb7vX1pSkZhUsM30EABMTUczMJC+bElpq22cymcmPBOLxwtcFiqGhIYCqKnP3Xycqpo988wDOKGiZ3VTlRde6GnR1hrBnXQ1q/G7EUhkc7p3C/u5J7L8QxpsXo9f82qf/t9tRH/SUueLSsFQo6LpcsjleOp29bEoom1X/v+71OtFmoaEn0Wq8MRbBA984oLoMCACb11Tk1iM6Q7ilvQoepwMXZ5P5ra/7u8MYj6TQEfLjsc/tVV1y0VgqFK50+bpAGmmD9mZvb6/mCWciAF956iwePjyouoyreJwadrTNrUesq8HmNUFoQuDNsQjCsTSnj4wunc5iZGTW0E3yFqqs9KKxsUJ1GURKRZMZ3P/1lxE1wc2E1T4X3nPTGnzhvo2qSyk6S65wOhyaqe4rmJ1NIFuGwzVERvbk8RFTBAIATMXTSFm0/b0lQ0HTcn2JzEJKYHZ29XuliczMiNNGS7ltfUh1CSVhyVAAgIDJ7kmdmkqoLoFImcO9k4vu7DEil0NYah1hIYaCQeROTKdUl0GkxA8ODqguoSC3dYYQsOjmEMuGgsvlgNdrrr+0cFh9+1+icusej+IXZy6qLqMg921tVF1CyVg2FAAgaLLDJPOdVons5KGXegx3Yc5SPE4Nd26qU11GyVg6FCoqzBUKADAxEVNdAlHZ9ExE8fTJUdVlFOQt6607dQRYPBScTs1Uu5AAjhbIXr71q15TjRIAa08dARYPBQCoqDDXgjMAhMMcLZD19Yfj+Nnr5holeF0a3rbRulNHgC1CwXxTSPN3ORNZ2bd+1YOsyRoq3LGxDj4Fd8KXk+VDYf42NbMZHzfPnm2iQp0fjeCJ48OqyyjYfTc2qC6h5CwfCoA5RwuJRIannMmyvvbsedOtJfjdDty+oVZ1GSVni1AIBt1LttQ2qvHxaFGu/SQykhfPjeNA96TqMgr2rm2N8LqsPXUE2CQUNE0z3ZkFAMhkdExN8UAbWUcqo+Nrz5xXXcaKPLCrVXUJZWGLUABg2ruQw+GYYe+BICrU9/b1oX/SfG90bm6rwkabtLe3TSh4PE7Ttb0Ach1UuehMVjA8ncC3ftWruowV+dCuFtUllI1tQgEAqqvNeRdyJJJCJMJFZzK3P3viDOImHPWGAi68fYv1dx3Ns1UoVFS44XCYb8EZAMbGIryIh0zr0SOD2HchrLqMFXnfzc1wOezzUmmf/1MAQgjTri1ksxJjYxHVZRAVbHgqgb959g3VZayIJoAP7rTP1BFgs1AAcvchm1UkkuLZBTKd//zEadNcs3mlt26sQ5NJ30iulO1CweVymLIf0ryLFyPIWPRuWLKeHx0exH4TnkmY95s2WmCeZ7tQAICaGnMuOAOcRiLz6JuI4es/N+e0EQBsaQritvXWP8F8JVuGgtfrMmU/pHnRaAqTk+ykSsaVSGfxpUdeN+20EQD8zh1rVZeghC1DAQBqa/2qS1iV8fEYO6mSYX3lqbM4P2be8zWb11Tgrs31qstQwrahYPbRAgAMD89yfYEM59EjQ3j8+IjqMlbFrqMEwMahAAChkLlHC9msjpGRWUiT9aQn6zozMouvPn1OdRmrsrEhgHtusM9htSvZOhR8Ppfpruu8Ujye5r3OZAgz8TS+/MgJJE0+ev2UjUcJgM1DATD/2gIATE7GMTOTUF0G2Vgqo+MLD7+OARM2u1uosz5gq5YW12L7ULDCaAEARkcjiMVSqssgm/pPj5/G4d4p1WWs2qffuhaaMGcrnGKxfSgA1hgtALmF52Qyo7oMspm/e+5N/OzEqOoyVm1DQwD3bbX3KAFgKADIjRYCAfOecp6n6xJDQzO8f4HK5uFDA/j2K+Zsh32lP37HRtuPEgCGQl5dXQBW+H7IZHQMDc2woyqV3EvnxvGXPzPnLWpXun1DLfZ2hlSXYQgMhTlut8O0HVSvlEplMTQ0w/udqWQOdk/iP/7oBLIW2A7t1AT++B0bVJdhGAyFBUIhv2nvW7hSIpFBKsX1BSqNrz/3BhIm33o67wO3NmNdXUB1GYbBUFjA4dBQW2uNb47m5kp4vebfVUXG9Lf/4SasqzP/Bo1qvwu/f1en6jIMhaFwhcpKDzwe893lvFBzc+VlC+fT03FOJdGqHe2byl+nWVfhwTcevMX0wfAHd3ei0gJb0ouJoXAFIQQaGsw7WrgyEMbHoxgbi2JwcJqLz7Rir74Zxuf+9Rge+Mf9lgmGLU1BvO+WZtVlGA5D4Rq8XhcqKz2qyyjYtQJhcu6EaSKRwcDANLerUsGePD6Cz3//NSQyOganEpYIBk0A//v9m7gF9RoYCouoqwvA6TTPH89SgTAvlcpiYGCaB9xo2R56qQd/+uNTyCyYfrRCMHykqw3bW6tUl2FI5nnVKzOHQ0NDQ4XqMpZlOYEwL5PRMTAwzZYYtKSMruPPnziD//bChWv+vpmDoaPWz8XlJTAUlhAIuA0/jVRIIMzTdYnBwRk20aNriqUy+KMfvI5Hjw4t+XlmDAZNAP/p17bA63KoLsWwGArXYeRppJUEwkKjoxGMj0d5HwPlDU7G8envHMHLb0ws7/NNFgwf7WrDjjZOGy3FmK92BmLUaaTVBsK8yck4BgdneIMb4cVz4/jIQwdxZiRS0NeZJRjW1fnx+3dz2uh6hOTbxGUZHZ3FzExSdRkAihcICzkcGpqagpZoI06FyeoS//X5C/jOK71YzYtBS7UXP/xsF3xzUzPjkSQ+8y9H0T2u/hIoTQD//Fs7ubi8DBwpLJNRppFKEQhA7mrPgYFpTE6q/wdM5TMRSeH3vncU315lIADGHjE8uLedgbBM6l/lTMII00ilCoSFxsdjGBridJId7LsQxoe/eQCHing5jhGDYX19AJ+9a52y5zcbTh8VaGIiinC4/FcOliMQFnI4BOrrKxAMGnv3FRUumszgb55947q7i1bDKFNJfrcD//KpXWx4VwCGQoGkzG3njMfTZXvOcgfCQhUVbjQ0VMDh4KDSCvZfCOM/P3EGw9Ol345shGD4Lx/Yivu2Npbt+ayAobACmYyO/v6pskyxqAyEeRw1mF80mcHXf/4GfnSkdKODa1EZDL+5uxX/8f5NJX8eq2EorFA8nsbAwHRJn8MIgbBQRYUbdXUBuHjwx1SeP3sRf/X0+bKMDq5FRTBsb6nEQ5+4FS6OcAvGUFiFyck4xsejJXlsowXCPCFylxFVV/ugaWwmZmQ9E1H81dPn8cqbYdWllDUYqn0u/Nvv7MYai9ykWG4MhVUaHp5BJFLcPkJGDYSFnE4NdXUBTikZ0Ew8jW++1IMfHBy4rJGdauUIBk0Af//hHbhtfW3RHtNuGAqrlM3m1hfS6eKsL5ghEBbyep2oqwvw0JsBpDI6Hjk8iG++1I3puDE74ZY6GH73bWvx2Tt5ank1GApFkEpl0N8/verbzcwWCAv5/S6EQn6GgwLJTBaPHhnCt1/pxcVZ43e/LVUw3L25Dl/90HbekbBKDIUiicXSGBqaxkr/NM0cCAv5fC7U1jIcyiGezuJHhwfx3Vf7MF7kKcxSK3YwbG+pxDcevIXdT4uAoVBEs7NJjIzMFvx1VgmEhXw+J0IhP/x+9/U/mQoSSWbw6JEhfPfVXoSj5TsvU2zFCoa2Gh++/cmdqAnwe60YGApFFg7HMDGx/G9qKwbCQi6XA9XVXgSDHh6AW6Vzo7N4+NAgnnp9NN9GwuxWGwzVfhe+/Vs70V6rvr+SVTAUSmBsLILpZewJt3ogLCQEEAx6UF3tg8fjVF2OaaSzOp49NYaHDw3itRKfi1FlpcHgdWr4xwdvwU1sdFdUDIUSkFJieHgW0eji87x2CoQreb1OVFZ6EAh4DNF51ohODs3gmZOjeOL4CCZj5p0iWq5Cg0ETwF/+xjbcc0NDOcu0BYZCiei6xMDANJLJq7cG2jkQruT3u1BR4UFFhdv200tnR2bxzKkxPHtqDAM2/H4oJBi+eN9GfKSrrdwl2gJDoYQymdwdBekF878MhMXNB0Qg4ILT6UAmo2N0dBY+nwt+vwsejxPCpNsNZxMZHOmdxPqGCrTW+AAAupQ4OTSDX52fwDOnxtBbwFqUVS0nGD7xlnZ8/t4Nqkq0PIZCiWUy2blg0BkIBWhvr0Yqlb1sN5emCbjdDni9Tng8Tni9TrhcDsMFRTSZwZmRWZwZieD08AxOD8+idyIGXQKfeds6fObOXG//rzx1Fg8fHlRcrfEsFQwf7WrDF+7bqLhCa2MolEE6nUU6nb1seyYDYXGaJtDZGcLYWOS6V6AKIeDxOOB2O+F2a3C5HHC5HHA6tZJOR0kpMR5JYWgqgb5wDP3hOPrCMZwbjaAvnAuAa9nRWoV//uROAMBPT4zgTx47VbIazexawfCTY8P47beuVVuYDTAUFGAgLC0QcKO5uRLd3eFVtSfXNJEPB4dDQNMEHA4NmibyP+ZHGbF0FidGI9BlblonndExk8hgJpHGbCKDmfiln49HUhidSSCdLfyfjlMT+MUX70CFx4lwNIV3/PWvVn0NplVdGQxUHtwbWGbhcIyBcB1+vwupVHbV91XoukQqlQVw/T39/ZEkvvTE2VU933JkdInDvZO4c1M9QgE3NjRW4PxopOTPa0bzV3v+6Pf2ws1damXDP+kyCwY9cLn4x74Uv9+NWMxcbRsKse/CZP7ne9fVKKzE+N62qY6BUGb80y4zl8uB1tYqXlSzCKdTg9vtQMzCe/MPdF+636BrXUhhJcb24N42fOmdvDmt3BgKCjiduWDgyd6r+f0uSCnLegd2uXWPxzA6kzvxfktHNdw2P59xLZ+7uxN/9A7uMlKB342KOJ0aWlurLtuiSrmpo0Qis+o25Ea3f24KyedyYEcb2zTMc2oCf/6+G/Ep7jJShqGgkKYJNDUFUcVrA/P8fpelp47m7b9sConrCgBQ4XHiv37kZrx7+xrVpdgaQ0ExIQQaGipQyy6P8HgccDg0xOPWXWSed1kodHJdobHSg3/6rVuxmwGpHEPBIEIhP9asCcJgh3PLyu93Q9cl4ga9SrKYwtF0fivqlqYgKr32XV/a1FiB73xyFzY0VKguhcBQMJRg0IPm5ipomj2Twe93WXqB+Ur7LuRGC5oQtn2HfFtnCN/6xK1oqPSoLoXmMBQMxu93oa3NfltWhQC8XpelzydcaeEU0l4bbk394K3N+NsP34QAd+EZCv82DMjtdqKtrQpjYxFETHb37kr5fC5omrDFIvO8I31TSGV0uJ0a9tgoFLwuDX/y7hvwnpu4oGxEHCkYlMOhoampEnV1AdWllIXP50Imo8+1pbCHRFrP36bWFvKhpdr6u9A6av347m/vYiAYGEPB4GpqfGhtrbL8DWVWb22xGDudbn7HjQ343qe4oGx01n6lsQifz4W2tmr4/S7VpZSEwyHg9TptNXU0b36xGbDu1lSnJvDF+zbiLz64jesHJsC/IZNwOjU0N1ciHI4hHLZWl1WfLxd2dgyF08OzmImnUelzYc+6GmgCi97FYEaNlR78xQe34aZWnto2C44UTEQIgdraAFpaKi01neT3u5FMZpDNrq5VthnpEjjYk2t5UeVzYfOaoOKKiufeLfX4t9/ZzUAwGeu8stiI3+9Ge3s1Ki2yt9surS0Ws3AKaa8FppCqfS78lw9sxVd/Yztq/OztZTYMBZNyODQ0NgbR3GzuUYPLlbtC046LzPMOdF+6X8HsfZDuuaEej/xeF+7b2qi6FFohrimYXCCQGzWMj0eve5+xEfn97rlW2dZvbbGY/sk4BifjaKnx4ea2anidGhKrvHWu3Kp9Lnz5/k24fxvDwOzM+xaT8sw8avD7XUgkMrD7VeHzp5vdTg23tFerLaZAd2+uw8Of7WIgWIS5XkFoSfOjBjOtNfh89mptsZj9JpxCCgVc+H/ffyO+9sBNqK3g2oFVcPrIYuZHDVVVXoyNRZFMGndaxuNxwuHQbL3IPO9g9yR0KaEJkTuv8NybqktalFMTeGBXCz5zZyeCNu7ualX8G7UorzfXWG9mJomJiSiyWeNNz/j9LmSzOhIJ4wZXuUzF0zg7MostTZXYvCaIGr8LkwYMy10d1fjy/Zt4KtnCGAoWJoRAVZUXFRVuhMNxTE/HYaSpe7/fbatW2dez78IktjRVAgD2rAvh6ZOjiiu6pK3Ghz+8dz3u3dKguhQqMa4p2IDDoaG+PoD29hpUGGTuVwjA57Nna4vF7L/svIIx1hWCXif+6O0b8MjvdTEQbIIjBRtxux1oaqpEPJ7GxERM6bt0n88FIezVKvt6jvVPI5HOwutyKG+l7XVp+NDOFnzy9rWotmjPLbo2hoIN+XwutLZWKQ0Hv9+NdDqLdNo+rbKvJ5XVcbRvGretD6GpyouOWj96J2JlrcHvduBDu1rw8b3tqAkYY1RJ5cVQsLGF4RAOx8r6rt3urS0Wc6A7jNvW50YJXetqyhYKAbcDv7m7FR/b286Rgc0xFAg+nwstLVVIJHIjh1K/WDscAh6PE+Fwed8Fm8G+7jA+P/fzrs4QfnhosKTPV+Fx4sN7WvHRrjZU+hgGxFCgBbze+XDIYHIyVrKrQC+1tuBI4UrnRiKYjKZQE3BjV0cNHEIgW4ItY7UBNz60qwUf3tOKoJdhQJcwFOgqXq8TTU2VSKezmJlJYHo6UdRzDn6/C6lU1pBnJ1STAA70TOKdWxsR9DqxtTmI44MzRXv8W9ur8aFdLbjnhnq4HNx8SFdjKNCiXC4HamsDCIX8iERSmJ6OF6Vxnd/vwuys+Zr3lcu+C2G8c67LaFdnaNWhEHA78O7ta/ChXS08dEbXxVCg6xJCIBj0IBj0IJnMYHo6gdnZJPQVXBHmdjvgdDq4yLyEha2093aG8M2Xelb0OOvrA/jQrha8Z/saXoNJy8bvFCqIx+NEQ0MF6ur8mJ1NIRJJFvQC7/O5oOtcT1jK8HQCvRMxdNT6sa2lEn63A7HU8rbu1vhduHdLA961rdF03VbJGBgKtCKapqGqyouqKi8yGR3RaBKzs6nrvtj7/W4kEmlDtdswov0Xwuio9cPl0LCzoxovnZ9Y9HOrfE7cvbke921txO61NXBoooyVktUwFGjVnE4NVVU+VFX5kMnoiESSmJ1NXrPRnd/vRDgcV1CluezvDuOB3a0AgK51oatCocLjxN2b63Df1kbsWVfDRWMqGoYCFZXTqaG62ofqah/S6Syi0RSi0dwIwuNxQtPYKns5DvZMIatLODSBrrk+SE1VXrxlfQh3bKzD3s4Q3Ca7UInMgaFAJeNyOfIBoesS2ayObFY39B0PRhFJZnBqaAbbW6uwvr4Cj/5+F9bWBlSXRTbAtxpUFpom4HJx11Eh9nVf6prKQKBy4UiByioQcKOlJdepNRZL84KdawgFXNjVUYONPFNACjAUqKw0TcDvd8Pvd6O2FtB1iUQijWQyg0Qig2Qyg3RaV11m2XhdGjY3BrGlKYgbmoLY1lyJznqOCkgdhgIptTAk5s2vO+SCIjsXFOZvse1zObB5TQW2NAWxZU0uCNbWBbiFlAyFoUCG43BoVwWFrutIpfT8HQypVO6/mYyOTMY4IwuvU8OaKi+aq71oD/nRHvKhLeRHW8iH1hofNMEAIGNjKJApaJoGr1eD13v1t6yUEpmMng+J3E4nCV3X5/6b2/mk65d+vpzDcw4hEPA4UOlzIuh1odLrRNB76efzH6/xu7CmyoumKi9CvJiGTE5IybOlZF/z3/5SSmT03N3RDk3wHT3ZFkOBiIjyeE6BiIjyGApERJTHUCAiojyGAhER5TEUiIgoj6FARER5DAUiIspjKBARUR5DgYiI8hgKRESUx1AgIqI8hgIREeUxFIiIKI+hQEREeQwFIiLKYygQEVEeQ4GIiPIYCkRElMdQICKiPIYCERHlMRSIiCiPoUBERHkMBSIiymMoEBFRHkOBiIjyGApERJTHUCAiojyGAhER5TEUiIgoj6FARER5DAUiIspjKBARUR5DgYiI8hgKRESUx1AgIqI8hgIREeUxFIiIKI+hQEREeQwFIiLKYygQEVEeQ4GIiPIYCkRElMdQICKiPIYCERHlMRSIiCjvfwIHskPQ/NvN5QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "size = 0.3\n",
    "vals = [30,15,15,30,30,15,15,30,30,15,15,30,30,20,10,30]\n",
    "vals.reverse()\n",
    "print(vals)\n",
    "tab20c = plt.color_sequences[\"tab20c\"]\n",
    "outer_colors = [tab20c[i] for i in [10,10,5,5,5,5,0,0,0,0,15,15,15,15,10,10]]\n",
    "outer_colors.reverse()\n",
    "inner_colors = [tab20c[i] for i in [1, 2, 5, 6, 9, 10]]\n",
    "\n",
    "# wedgeprops中的width设置扇形的宽度\n",
    "# 绘制外层饼图\n",
    "pie_wedges = ax.pie(vals, radius=1, colors=outer_colors,\n",
    "       wedgeprops=dict(width=size), startangle=135)\n",
    "\n",
    "\n",
    "for i, pie_wedge in enumerate(pie_wedges[0]):\n",
    "    if i in [1,2,5,6,9,10,13,14]:\n",
    "        continue\n",
    "    pie_wedge.set_edgecolor('w')\n",
    "    pie_wedge.set_linewidth(2)\n",
    "# # 绘制内层饼图\n",
    "# ax.pie(vals.flatten(), radius=1-size, colors=inner_colors,\n",
    "#        wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "# ax.set(aspect=\"equal\", title='绘制嵌套饼图')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
